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Artificial Intelligence fundamentals - 2017

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  5. III - Reasoning under uncertainty
  6. Your turn - Session III

Your turn - Session III

Completion requirements
Opened: Thursday, 9 November 2017, 12:00 AM
Due: Saturday, 18 November 2017, 12:00 AM

Upload your proposal (one line) and your contribution (slides of a presentation, code, written report ...)  about the issues involved in uncertain reasoning.

Possible tasks I have proposed are:

  1. Solve and present/write the solution to some exercise at the end of Barber (Chapter 1).
  2. Are basic axioms of probability reasonable? Discuss the meaning of the basic axioms of ”classical probability” and their implications. Start with AIMA, 13.2.3
  3. Where do probabilities come from? Present the different views about the source of probabilities: frequentist, objectivist, subjectivist … Start with AIMA (3rd edition), box page 491
  4. Build a Bayesian network for a new example and compute some inference. See  for example exercises at the end of AIMA, ch 14.
  5. Study the AIMA-code for the Enumeration algorithm, run it on an example and report.
  6. Study the AIMA-code for the Variable Elimination algorithms, run it on an example and report.
  7. First order probability models (AIMA)
  8. Fuzzy sets and fuzzy logic
  9. Dempster–Shafer theory
  10. Study and implement the Forward–Backward algorithm for smoothing
  11. Study and implement the Viterbi algorithm for computing the most likely sequence.
  12. Describe a problem that can be tackled with Viterbi.
I am open to other proposals, provided they are relevant to the topics discussed in class.

◄ Probabilistic reasoning over time
Classical planning; definition ►

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          • General

          • Introduction

          • I - Constraint Satisfaction

          • II - Knowledge representation and reasoning

          • III - Reasoning under uncertainty

            • FileQuantifying uncertainty

            • FileBelief networks

            • FileProbabilistic reasoning over time

            • AssignmentYour turn - Session III

          • IV - Planning

          • V - Rule based systems

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